Overview
Brought to you by YData
Dataset statistics
| Number of variables | 31 |
|---|---|
| Number of observations | 2000 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 484.5 KiB |
| Average record size in memory | 248.1 B |
Variable types
| Numeric | 18 |
|---|---|
| Categorical | 4 |
| Boolean | 9 |
Age is highly overall correlated with Age Youngest Child and 1 other fields | High correlation |
Age Youngest Child is highly overall correlated with Age and 1 other fields | High correlation |
Annual value is highly overall correlated with Number of Loan Accounts and 1 other fields | High correlation |
Average Balance Feed Index is highly overall correlated with Number of Products and 2 other fields | High correlation |
Household Debt to Equity Ratio is highly overall correlated with Percentage White Collar Workers | High correlation |
Months Current Account is highly overall correlated with Months as a Customer | High correlation |
Months as a Customer is highly overall correlated with Months Current Account | High correlation |
Number of Loan Accounts is highly overall correlated with Annual value | High correlation |
Number of Products is highly overall correlated with Annual value and 3 other fields | High correlation |
Number of Transactions is highly overall correlated with Average Balance Feed Index and 2 other fields | High correlation |
Percentage White Collar Workers is highly overall correlated with Household Debt to Equity Ratio | High correlation |
Personal Debt to Equity Ratio is highly overall correlated with Age and 1 other fields | High correlation |
RFM Score is highly overall correlated with Average Balance Feed Index and 2 other fields | High correlation |
Has Bad Payment Record is highly imbalanced (95.8%) | Imbalance |
Interested in Personal Loan is highly imbalanced (76.9%) | Imbalance |
Interested in Credit Card is highly imbalanced (50.2%) | Imbalance |
Customer ID has unique values | Unique |
Number of Products has 1217 (60.9%) zeros | Zeros |
RFM Score has 1307 (65.3%) zeros | Zeros |
Average Balance Feed Index has 1305 (65.2%) zeros | Zeros |
Number of Transactions has 1305 (65.2%) zeros | Zeros |
Months Current Account has 28 (1.4%) zeros | Zeros |
Number of Loan Accounts has 850 (42.5%) zeros | Zeros |
Number of Call Center Contacts has 288 (14.4%) zeros | Zeros |
Age Youngest Child has 454 (22.7%) zeros | Zeros |
Annual value has 525 (26.2%) zeros | Zeros |
Reproduction
| Analysis started | 2024-11-20 19:41:34.225502 |
|---|---|
| Analysis finished | 2024-11-20 19:42:26.236722 |
| Duration | 52.01 seconds |
| Software version | ydata-profiling vv4.12.0 |
| Download configuration | config.json |
Variables
Age
Real number (ℝ)
High correlation 
| Distinct | 73 |
|---|---|
| Distinct (%) | 3.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 39.4955 |
| Minimum | 10 |
|---|---|
| Maximum | 83 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.8 KiB |
Quantile statistics
| Minimum | 10 |
|---|---|
| 5-th percentile | 20 |
| Q1 | 31 |
| median | 39 |
| Q3 | 46 |
| 95-th percentile | 61 |
| Maximum | 83 |
| Range | 73 |
| Interquartile range (IQR) | 15 |
Descriptive statistics
| Standard deviation | 12.076005 |
|---|---|
| Coefficient of variation (CV) | 0.30575648 |
| Kurtosis | 0.48307872 |
| Mean | 39.4955 |
| Median Absolute Deviation (MAD) | 8 |
| Skewness | 0.45225504 |
| Sum | 78991 |
| Variance | 145.82989 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 40 | 87 | 4.3% |
| 39 | 85 | 4.2% |
| 36 | 83 | 4.2% |
| 38 | 76 | 3.8% |
| 41 | 72 | 3.6% |
| 37 | 70 | 3.5% |
| 43 | 68 | 3.4% |
| 34 | 66 | 3.3% |
| 42 | 66 | 3.3% |
| 44 | 63 | 3.1% |
| Other values (63) | 1264 |
| Value | Count | Frequency (%) |
| 10 | 2 | 0.1% |
| 11 | 4 | 0.2% |
| 12 | 1 | 0.1% |
| 13 | 3 | 0.1% |
| 14 | 7 | 0.4% |
| 15 | 11 | |
| 16 | 8 | 0.4% |
| 17 | 7 | 0.4% |
| 18 | 23 | |
| 19 | 18 |
| Value | Count | Frequency (%) |
| 83 | 3 | 0.1% |
| 82 | 2 | 0.1% |
| 81 | 1 | 0.1% |
| 80 | 1 | 0.1% |
| 79 | 2 | 0.1% |
| 78 | 1 | 0.1% |
| 76 | 1 | 0.1% |
| 75 | 4 | |
| 74 | 1 | 0.1% |
| 73 | 8 |
Months as a Customer
Categorical
High correlation 
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 15.8 KiB |
| 36.0 | |
|---|---|
| 24.0 | |
| 12.0 | |
| 0.0 | |
| 48.0 |
Length
| Max length | 4 |
|---|---|
| Median length | 4 |
| Mean length | 3.8435 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 24.0 |
|---|---|
| 2nd row | 12.0 |
| 3rd row | 36.0 |
| 4th row | 0.0 |
| 5th row | 48.0 |
Common Values
| Value | Count | Frequency (%) |
| 36.0 | 573 | |
| 24.0 | 539 | |
| 12.0 | 328 | |
| 0.0 | 313 | |
| 48.0 | 247 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 36.0 | 573 | |
| 24.0 | 539 | |
| 12.0 | 328 | |
| 0.0 | 313 | |
| 48.0 | 247 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 2313 | |
| . | 2000 | |
| 2 | 867 | 11.3% |
| 4 | 786 | 10.2% |
| 3 | 573 | 7.5% |
| 6 | 573 | 7.5% |
| 1 | 328 | 4.3% |
| 8 | 247 | 3.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 7687 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 2313 | |
| . | 2000 | |
| 2 | 867 | 11.3% |
| 4 | 786 | 10.2% |
| 3 | 573 | 7.5% |
| 6 | 573 | 7.5% |
| 1 | 328 | 4.3% |
| 8 | 247 | 3.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 7687 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 2313 | |
| . | 2000 | |
| 2 | 867 | 11.3% |
| 4 | 786 | 10.2% |
| 3 | 573 | 7.5% |
| 6 | 573 | 7.5% |
| 1 | 328 | 4.3% |
| 8 | 247 | 3.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 7687 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 2313 | |
| . | 2000 | |
| 2 | 867 | 11.3% |
| 4 | 786 | 10.2% |
| 3 | 573 | 7.5% |
| 6 | 573 | 7.5% |
| 1 | 328 | 4.3% |
| 8 | 247 | 3.2% |
Number of Products
Real number (ℝ)
High correlation  Zeros 
| Distinct | 47 |
|---|---|
| Distinct (%) | 2.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.343 |
| Minimum | 0 |
|---|---|
| Maximum | 56 |
| Zeros | 1217 |
| Zeros (%) | 60.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 2 |
| 95-th percentile | 9 |
| Maximum | 56 |
| Range | 56 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 6.3680159 |
|---|---|
| Coefficient of variation (CV) | 2.7178899 |
| Kurtosis | 25.359853 |
| Mean | 2.343 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 4.7713752 |
| Sum | 4686 |
| Variance | 40.551627 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1217 | |
| 2 | 199 | 10.0% |
| 3 | 157 | 7.8% |
| 4 | 123 | 6.2% |
| 1 | 112 | 5.6% |
| 5 | 51 | 2.5% |
| 6 | 22 | 1.1% |
| 7 | 10 | 0.5% |
| 25 | 8 | 0.4% |
| 9 | 8 | 0.4% |
| Other values (37) | 93 | 4.7% |
| Value | Count | Frequency (%) |
| 0 | 1217 | |
| 1 | 112 | 5.6% |
| 2 | 199 | 10.0% |
| 3 | 157 | 7.8% |
| 4 | 123 | 6.2% |
| 5 | 51 | 2.5% |
| 6 | 22 | 1.1% |
| 7 | 10 | 0.5% |
| 8 | 4 | 0.2% |
| 9 | 8 | 0.4% |
| Value | Count | Frequency (%) |
| 56 | 1 | 0.1% |
| 55 | 1 | 0.1% |
| 52 | 1 | 0.1% |
| 51 | 1 | 0.1% |
| 47 | 2 | |
| 46 | 1 | 0.1% |
| 43 | 4 | |
| 42 | 2 | |
| 41 | 2 | |
| 39 | 2 |
RFM Score
Real number (ℝ)
High correlation  Zeros 
| Distinct | 651 |
|---|---|
| Distinct (%) | 32.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.069605 |
| Minimum | 0 |
|---|---|
| Maximum | 35.762 |
| Zeros | 1307 |
| Zeros (%) | 65.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 8.929 |
| 95-th percentile | 13.33605 |
| Maximum | 35.762 |
| Range | 35.762 |
| Interquartile range (IQR) | 8.929 |
Descriptive statistics
| Standard deviation | 6.3911805 |
|---|---|
| Coefficient of variation (CV) | 1.570467 |
| Kurtosis | 3.8288281 |
| Mean | 4.069605 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.7817038 |
| Sum | 8139.21 |
| Variance | 40.847189 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1307 | |
| 7.582 | 3 | 0.1% |
| 9.92 | 3 | 0.1% |
| 8.262 | 3 | 0.1% |
| 8.412 | 2 | 0.1% |
| 8.446 | 2 | 0.1% |
| 8.969 | 2 | 0.1% |
| 8.316 | 2 | 0.1% |
| 7.816 | 2 | 0.1% |
| 8.657 | 2 | 0.1% |
| Other values (641) | 672 |
| Value | Count | Frequency (%) |
| 0 | 1307 | |
| 7.279 | 1 | 0.1% |
| 7.292 | 1 | 0.1% |
| 7.316 | 1 | 0.1% |
| 7.319 | 1 | 0.1% |
| 7.337 | 1 | 0.1% |
| 7.35 | 1 | 0.1% |
| 7.382 | 1 | 0.1% |
| 7.406 | 1 | 0.1% |
| 7.416 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 35.762 | 1 | |
| 34.688 | 1 | |
| 33.879 | 1 | |
| 33.707 | 1 | |
| 33.289 | 1 | |
| 33.109 | 1 | |
| 33.097 | 1 | |
| 32.937 | 1 | |
| 32.731 | 1 | |
| 32.338 | 1 |
Average Balance Feed Index
Real number (ℝ)
High correlation  Zeros 
| Distinct | 279 |
|---|---|
| Distinct (%) | 14.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 80.6675 |
| Minimum | 0 |
|---|---|
| Maximum | 1208 |
| Zeros | 1305 |
| Zeros (%) | 65.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 119 |
| 95-th percentile | 429 |
| Maximum | 1208 |
| Range | 1208 |
| Interquartile range (IQR) | 119 |
Descriptive statistics
| Standard deviation | 153.08673 |
|---|---|
| Coefficient of variation (CV) | 1.8977497 |
| Kurtosis | 7.9463113 |
| Mean | 80.6675 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.5740984 |
| Sum | 161335 |
| Variance | 23435.546 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1305 | |
| 299 | 25 | 1.2% |
| 129 | 23 | 1.1% |
| 89 | 22 | 1.1% |
| 69 | 19 | 0.9% |
| 249 | 16 | 0.8% |
| 179 | 15 | 0.8% |
| 59 | 15 | 0.8% |
| 199 | 15 | 0.8% |
| 109 | 14 | 0.7% |
| Other values (269) | 531 |
| Value | Count | Frequency (%) |
| 0 | 1305 | |
| 4 | 1 | 0.1% |
| 8 | 1 | 0.1% |
| 9 | 1 | 0.1% |
| 10 | 2 | 0.1% |
| 13 | 2 | 0.1% |
| 15 | 1 | 0.1% |
| 16 | 1 | 0.1% |
| 17 | 1 | 0.1% |
| 19 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 1208 | 1 | |
| 970 | 1 | |
| 963 | 1 | |
| 958 | 1 | |
| 948 | 1 | |
| 932 | 1 | |
| 909 | 1 | |
| 905 | 1 | |
| 847 | 1 | |
| 807 | 1 |
Number of Transactions
Real number (ℝ)
High correlation  Zeros 
| Distinct | 29 |
|---|---|
| Distinct (%) | 1.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.2485 |
| Minimum | 0 |
|---|---|
| Maximum | 29 |
| Zeros | 1305 |
| Zeros (%) | 65.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 1 |
| 95-th percentile | 4 |
| Maximum | 29 |
| Range | 29 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 3.6377692 |
|---|---|
| Coefficient of variation (CV) | 2.9137118 |
| Kurtosis | 26.069999 |
| Mean | 1.2485 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 4.9227948 |
| Sum | 2497 |
| Variance | 13.233364 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1305 | |
| 1 | 307 | 15.3% |
| 2 | 182 | 9.1% |
| 3 | 96 | 4.8% |
| 4 | 11 | 0.5% |
| 5 | 10 | 0.5% |
| 15 | 7 | 0.4% |
| 18 | 6 | 0.3% |
| 11 | 6 | 0.3% |
| 25 | 6 | 0.3% |
| Other values (19) | 64 | 3.2% |
| Value | Count | Frequency (%) |
| 0 | 1305 | |
| 1 | 307 | 15.3% |
| 2 | 182 | 9.1% |
| 3 | 96 | 4.8% |
| 4 | 11 | 0.5% |
| 5 | 10 | 0.5% |
| 6 | 4 | 0.2% |
| 7 | 4 | 0.2% |
| 8 | 4 | 0.2% |
| 9 | 5 | 0.2% |
| Value | Count | Frequency (%) |
| 29 | 1 | 0.1% |
| 27 | 3 | |
| 26 | 4 | |
| 25 | 6 | |
| 24 | 4 | |
| 23 | 5 | |
| 22 | 3 | |
| 21 | 2 | 0.1% |
| 20 | 2 | 0.1% |
| 19 | 2 | 0.1% |
Personal Debt to Equity Ratio
Real number (ℝ)
High correlation 
| Distinct | 73 |
|---|---|
| Distinct (%) | 3.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 39.4955 |
| Minimum | 10 |
|---|---|
| Maximum | 83 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.8 KiB |
Quantile statistics
| Minimum | 10 |
|---|---|
| 5-th percentile | 20 |
| Q1 | 31 |
| median | 39 |
| Q3 | 46 |
| 95-th percentile | 61 |
| Maximum | 83 |
| Range | 73 |
| Interquartile range (IQR) | 15 |
Descriptive statistics
| Standard deviation | 12.076005 |
|---|---|
| Coefficient of variation (CV) | 0.30575648 |
| Kurtosis | 0.48307872 |
| Mean | 39.4955 |
| Median Absolute Deviation (MAD) | 8 |
| Skewness | 0.45225504 |
| Sum | 78991 |
| Variance | 145.82989 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 40 | 87 | 4.3% |
| 39 | 85 | 4.2% |
| 36 | 83 | 4.2% |
| 38 | 76 | 3.8% |
| 41 | 72 | 3.6% |
| 37 | 70 | 3.5% |
| 43 | 68 | 3.4% |
| 34 | 66 | 3.3% |
| 42 | 66 | 3.3% |
| 44 | 63 | 3.1% |
| Other values (63) | 1264 |
| Value | Count | Frequency (%) |
| 10 | 2 | 0.1% |
| 11 | 4 | 0.2% |
| 12 | 1 | 0.1% |
| 13 | 3 | 0.1% |
| 14 | 7 | 0.4% |
| 15 | 11 | |
| 16 | 8 | 0.4% |
| 17 | 7 | 0.4% |
| 18 | 23 | |
| 19 | 18 |
| Value | Count | Frequency (%) |
| 83 | 3 | 0.1% |
| 82 | 2 | 0.1% |
| 81 | 1 | 0.1% |
| 80 | 1 | 0.1% |
| 79 | 2 | 0.1% |
| 78 | 1 | 0.1% |
| 76 | 1 | 0.1% |
| 75 | 4 | |
| 74 | 1 | 0.1% |
| 73 | 8 |
Months Current Account
Real number (ℝ)
High correlation  Zeros 
| Distinct | 45 |
|---|---|
| Distinct (%) | 2.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 17.9105 |
| Minimum | -7 |
|---|---|
| Maximum | 41 |
| Zeros | 28 |
| Zeros (%) | 1.4% |
| Negative | 317 |
| Negative (%) | 15.8% |
| Memory size | 15.8 KiB |
Quantile statistics
| Minimum | -7 |
|---|---|
| 5-th percentile | -5 |
| Q1 | 8 |
| median | 18 |
| Q3 | 29 |
| 95-th percentile | 38 |
| Maximum | 41 |
| Range | 48 |
| Interquartile range (IQR) | 21 |
Descriptive statistics
| Standard deviation | 13.583068 |
|---|---|
| Coefficient of variation (CV) | 0.75838576 |
| Kurtosis | -1.0643807 |
| Mean | 17.9105 |
| Median Absolute Deviation (MAD) | 11 |
| Skewness | -0.18494332 |
| Sum | 35821 |
| Variance | 184.49974 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 23 | 72 | 3.6% |
| -4 | 68 | 3.4% |
| -6 | 61 | 3.0% |
| 17 | 61 | 3.0% |
| 10 | 60 | 3.0% |
| 14 | 54 | 2.7% |
| 27 | 54 | 2.7% |
| 37 | 54 | 2.7% |
| 5 | 54 | 2.7% |
| 28 | 54 | 2.7% |
| Other values (35) | 1408 |
| Value | Count | Frequency (%) |
| -7 | 5 | 0.2% |
| -6 | 61 | |
| -5 | 51 | |
| -4 | 68 | |
| -3 | 45 | |
| -2 | 44 | |
| -1 | 43 | |
| 0 | 28 | |
| 5 | 54 | |
| 6 | 43 |
| Value | Count | Frequency (%) |
| 41 | 11 | 0.5% |
| 40 | 28 | |
| 39 | 36 | |
| 38 | 44 | |
| 37 | 54 | |
| 36 | 50 | |
| 35 | 48 | |
| 34 | 45 | |
| 33 | 53 | |
| 32 | 36 |
Number of Loan Accounts
Real number (ℝ)
High correlation  Zeros 
| Distinct | 8 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.1145 |
| Minimum | 0 |
|---|---|
| Maximum | 7 |
| Zeros | 850 |
| Zeros (%) | 42.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 2 |
| 95-th percentile | 4 |
| Maximum | 7 |
| Range | 7 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.3886518 |
|---|---|
| Coefficient of variation (CV) | 1.2459864 |
| Kurtosis | 3.2395037 |
| Mean | 1.1145 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.6897097 |
| Sum | 2229 |
| Variance | 1.9283539 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 850 | |
| 1 | 613 | |
| 2 | 244 | 12.2% |
| 3 | 156 | 7.8% |
| 4 | 77 | 3.9% |
| 5 | 29 | 1.5% |
| 7 | 21 | 1.1% |
| 6 | 10 | 0.5% |
| Value | Count | Frequency (%) |
| 0 | 850 | |
| 1 | 613 | |
| 2 | 244 | 12.2% |
| 3 | 156 | 7.8% |
| 4 | 77 | 3.9% |
| 5 | 29 | 1.5% |
| 6 | 10 | 0.5% |
| 7 | 21 | 1.1% |
| Value | Count | Frequency (%) |
| 7 | 21 | 1.1% |
| 6 | 10 | 0.5% |
| 5 | 29 | 1.5% |
| 4 | 77 | 3.9% |
| 3 | 156 | 7.8% |
| 2 | 244 | 12.2% |
| 1 | 613 | |
| 0 | 850 |
Customer ID
Real number (ℝ)
Unique 
| Distinct | 2000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 45405.118 |
| Minimum | 8 |
|---|---|
| Maximum | 97651 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.8 KiB |
Quantile statistics
| Minimum | 8 |
|---|---|
| 5-th percentile | 4370.8 |
| Q1 | 24628.75 |
| median | 45300 |
| Q3 | 67063.25 |
| 95-th percentile | 85851.35 |
| Maximum | 97651 |
| Range | 97643 |
| Interquartile range (IQR) | 42434.5 |
Descriptive statistics
| Standard deviation | 25900.767 |
|---|---|
| Coefficient of variation (CV) | 0.57043718 |
| Kurtosis | -1.0937546 |
| Mean | 45405.118 |
| Median Absolute Deviation (MAD) | 21178.5 |
| Skewness | -0.011922302 |
| Sum | 90810235 |
| Variance | 6.7084975 × 108 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 76719 | 1 | 0.1% |
| 5409 | 1 | 0.1% |
| 5477 | 1 | 0.1% |
| 5507 | 1 | 0.1% |
| 8 | 1 | 0.1% |
| 158 | 1 | 0.1% |
| 173 | 1 | 0.1% |
| 5408 | 1 | 0.1% |
| 5579 | 1 | 0.1% |
| 5695 | 1 | 0.1% |
| Other values (1990) | 1990 |
| Value | Count | Frequency (%) |
| 8 | 1 | |
| 37 | 1 | |
| 53 | 1 | |
| 93 | 1 | |
| 104 | 1 | |
| 158 | 1 | |
| 173 | 1 | |
| 202 | 1 | |
| 311 | 1 | |
| 323 | 1 |
| Value | Count | Frequency (%) |
| 97651 | 1 | |
| 97487 | 1 | |
| 97412 | 1 | |
| 97262 | 1 | |
| 96719 | 1 | |
| 96599 | 1 | |
| 96274 | 1 | |
| 96176 | 1 | |
| 96133 | 1 | |
| 96056 | 1 |
Has Bad Payment Record
Categorical
Imbalance 
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 15.8 KiB |
| 0 | |
|---|---|
| 1 | 9 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 1991 | |
| 1 | 9 | 0.4% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 1991 | |
| 1 | 9 | 0.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1991 | |
| 1 | 9 | 0.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2000 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1991 | |
| 1 | 9 | 0.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2000 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1991 | |
| 1 | 9 | 0.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2000 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1991 | |
| 1 | 9 | 0.4% |
Members Within Household
Real number (ℝ)
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.7055 |
| Minimum | 1 |
|---|---|
| Maximum | 7 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.8 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 4 |
| Q3 | 5 |
| 95-th percentile | 6 |
| Maximum | 7 |
| Range | 6 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 1.7794249 |
|---|---|
| Coefficient of variation (CV) | 0.48021182 |
| Kurtosis | -1.1234931 |
| Mean | 3.7055 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0.05245727 |
| Sum | 7411 |
| Variance | 3.1663529 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3 | 341 | |
| 4 | 331 | |
| 2 | 329 | |
| 6 | 325 | |
| 5 | 315 | |
| 1 | 272 | |
| 7 | 87 | 4.3% |
| Value | Count | Frequency (%) |
| 1 | 272 | |
| 2 | 329 | |
| 3 | 341 | |
| 4 | 331 | |
| 5 | 315 | |
| 6 | 325 | |
| 7 | 87 | 4.3% |
| Value | Count | Frequency (%) |
| 7 | 87 | 4.3% |
| 6 | 325 | |
| 5 | 315 | |
| 4 | 331 | |
| 3 | 341 | |
| 2 | 329 | |
| 1 | 272 |
Number of Call Center Contacts
Real number (ℝ)
Zeros 
| Distinct | 12 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.951 |
| Minimum | 0 |
|---|---|
| Maximum | 11 |
| Zeros | 288 |
| Zeros (%) | 14.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 8 |
| median | 9 |
| Q3 | 10 |
| 95-th percentile | 11 |
| Maximum | 11 |
| Range | 11 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 3.5888771 |
|---|---|
| Coefficient of variation (CV) | 0.45137431 |
| Kurtosis | 0.73096418 |
| Mean | 7.951 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -1.4645572 |
| Sum | 15902 |
| Variance | 12.880039 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 10 | 497 | |
| 11 | 402 | |
| 9 | 390 | |
| 0 | 288 | |
| 8 | 237 | |
| 7 | 97 | 4.9% |
| 6 | 49 | 2.5% |
| 5 | 19 | 0.9% |
| 1 | 15 | 0.8% |
| 4 | 4 | 0.2% |
| Other values (2) | 2 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 288 | |
| 1 | 15 | 0.8% |
| 2 | 1 | 0.1% |
| 3 | 1 | 0.1% |
| 4 | 4 | 0.2% |
| 5 | 19 | 0.9% |
| 6 | 49 | 2.5% |
| 7 | 97 | 4.9% |
| 8 | 237 | |
| 9 | 390 |
| Value | Count | Frequency (%) |
| 11 | 402 | |
| 10 | 497 | |
| 9 | 390 | |
| 8 | 237 | |
| 7 | 97 | 4.9% |
| 6 | 49 | 2.5% |
| 5 | 19 | 0.9% |
| 4 | 4 | 0.2% |
| 3 | 1 | 0.1% |
| 2 | 1 | 0.1% |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | F |
|---|---|
| 2nd row | M |
| 3rd row | F |
| 4th row | M |
| 5th row | F |
Common Values
| Value | Count | Frequency (%) |
| M | 1017 | |
| F | 983 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| m | 1017 | |
| f | 983 |
Most occurring characters
| Value | Count | Frequency (%) |
| M | 1017 | |
| F | 983 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2000 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| M | 1017 | |
| F | 983 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2000 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| M | 1017 | |
| F | 983 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2000 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| M | 1017 | |
| F | 983 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | S |
|---|---|
| 2nd row | M |
| 3rd row | U |
| 4th row | U |
| 5th row | S |
Common Values
| Value | Count | Frequency (%) |
| S | 973 | |
| M | 526 | |
| U | 501 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| s | 973 | |
| m | 526 | |
| u | 501 |
Most occurring characters
| Value | Count | Frequency (%) |
| S | 973 | |
| M | 526 | |
| U | 501 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2000 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| S | 973 | |
| M | 526 | |
| U | 501 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2000 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| S | 973 | |
| M | 526 | |
| U | 501 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2000 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| S | 973 | |
| M | 526 | |
| U | 501 |
Age Youngest Child
Real number (ℝ)
High correlation  Zeros 
| Distinct | 56 |
|---|---|
| Distinct (%) | 2.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11.2915 |
| Minimum | 0 |
|---|---|
| Maximum | 57 |
| Zeros | 454 |
| Zeros (%) | 22.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2 |
| median | 10 |
| Q3 | 17 |
| 95-th percentile | 32 |
| Maximum | 57 |
| Range | 57 |
| Interquartile range (IQR) | 15 |
Descriptive statistics
| Standard deviation | 10.614559 |
|---|---|
| Coefficient of variation (CV) | 0.94004862 |
| Kurtosis | 1.0801287 |
| Mean | 11.2915 |
| Median Absolute Deviation (MAD) | 8 |
| Skewness | 1.0709032 |
| Sum | 22583 |
| Variance | 112.66886 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 454 | |
| 12 | 80 | 4.0% |
| 7 | 78 | 3.9% |
| 5 | 77 | 3.9% |
| 14 | 75 | 3.8% |
| 11 | 75 | 3.8% |
| 13 | 74 | 3.7% |
| 10 | 73 | 3.6% |
| 8 | 61 | 3.0% |
| 4 | 60 | 3.0% |
| Other values (46) | 893 |
| Value | Count | Frequency (%) |
| 0 | 454 | |
| 1 | 35 | 1.8% |
| 2 | 57 | 2.9% |
| 3 | 46 | 2.3% |
| 4 | 60 | 3.0% |
| 5 | 77 | 3.9% |
| 6 | 59 | 2.9% |
| 7 | 78 | 3.9% |
| 8 | 61 | 3.0% |
| 9 | 58 | 2.9% |
| Value | Count | Frequency (%) |
| 57 | 2 | |
| 55 | 1 | 0.1% |
| 54 | 1 | 0.1% |
| 53 | 1 | 0.1% |
| 52 | 1 | 0.1% |
| 51 | 2 | |
| 49 | 1 | 0.1% |
| 48 | 2 | |
| 47 | 2 | |
| 46 | 3 |
Number of Workers in Household
Real number (ℝ)
| Distinct | 21 |
|---|---|
| Distinct (%) | 1.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10.9395 |
| Minimum | 2 |
|---|---|
| Maximum | 22 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.8 KiB |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 6 |
| Q1 | 8 |
| median | 11 |
| Q3 | 14 |
| 95-th percentile | 17 |
| Maximum | 22 |
| Range | 20 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 3.6130827 |
|---|---|
| Coefficient of variation (CV) | 0.3302786 |
| Kurtosis | -0.23196068 |
| Mean | 10.9395 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 0.30597017 |
| Sum | 21879 |
| Variance | 13.054367 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 9 | 257 | |
| 10 | 223 | |
| 7 | 205 | |
| 11 | 199 | |
| 14 | 183 | |
| 12 | 154 | |
| 8 | 136 | |
| 13 | 134 | |
| 15 | 121 | 6.0% |
| 16 | 83 | 4.2% |
| Other values (11) | 305 |
| Value | Count | Frequency (%) |
| 2 | 7 | 0.4% |
| 3 | 6 | 0.3% |
| 4 | 50 | 2.5% |
| 5 | 28 | 1.4% |
| 6 | 79 | 4.0% |
| 7 | 205 | |
| 8 | 136 | |
| 9 | 257 | |
| 10 | 223 | |
| 11 | 199 |
| Value | Count | Frequency (%) |
| 22 | 4 | 0.2% |
| 21 | 8 | 0.4% |
| 20 | 16 | 0.8% |
| 19 | 20 | 1.0% |
| 18 | 48 | 2.4% |
| 17 | 39 | 1.9% |
| 16 | 83 | |
| 15 | 121 | |
| 14 | 183 | |
| 13 | 134 |
Percentage White Collar Workers
Real number (ℝ)
High correlation 
| Distinct | 54 |
|---|---|
| Distinct (%) | 2.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 32.5825 |
| Minimum | 9 |
|---|---|
| Maximum | 66 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.8 KiB |
Quantile statistics
| Minimum | 9 |
|---|---|
| 5-th percentile | 18 |
| Q1 | 27 |
| median | 32 |
| Q3 | 38 |
| 95-th percentile | 47 |
| Maximum | 66 |
| Range | 57 |
| Interquartile range (IQR) | 11 |
Descriptive statistics
| Standard deviation | 8.9512712 |
|---|---|
| Coefficient of variation (CV) | 0.27472635 |
| Kurtosis | 0.80542887 |
| Mean | 32.5825 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | 0.44919379 |
| Sum | 65165 |
| Variance | 80.125256 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 33 | 129 | 6.5% |
| 27 | 110 | 5.5% |
| 31 | 108 | 5.4% |
| 36 | 105 | 5.2% |
| 32 | 99 | 5.0% |
| 29 | 91 | 4.5% |
| 39 | 91 | 4.5% |
| 28 | 73 | 3.6% |
| 35 | 72 | 3.6% |
| 25 | 71 | 3.5% |
| Other values (44) | 1051 |
| Value | Count | Frequency (%) |
| 9 | 1 | 0.1% |
| 10 | 5 | 0.2% |
| 11 | 4 | 0.2% |
| 12 | 4 | 0.2% |
| 13 | 3 | 0.1% |
| 14 | 9 | 0.4% |
| 15 | 4 | 0.2% |
| 16 | 8 | 0.4% |
| 17 | 19 | 0.9% |
| 18 | 58 |
| Value | Count | Frequency (%) |
| 66 | 1 | 0.1% |
| 65 | 12 | |
| 64 | 4 | 0.2% |
| 61 | 3 | 0.1% |
| 58 | 6 | |
| 57 | 1 | 0.1% |
| 56 | 3 | 0.1% |
| 55 | 6 | |
| 54 | 1 | 0.1% |
| 53 | 3 | 0.1% |
Household Debt to Equity Ratio
Real number (ℝ)
High correlation 
| Distinct | 59 |
|---|---|
| Distinct (%) | 2.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 54.9055 |
| Minimum | 19 |
|---|---|
| Maximum | 80 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.8 KiB |
Quantile statistics
| Minimum | 19 |
|---|---|
| 5-th percentile | 38 |
| Q1 | 49 |
| median | 56 |
| Q3 | 62 |
| 95-th percentile | 69 |
| Maximum | 80 |
| Range | 61 |
| Interquartile range (IQR) | 13 |
Descriptive statistics
| Standard deviation | 9.6610682 |
|---|---|
| Coefficient of variation (CV) | 0.17595811 |
| Kurtosis | 0.51863476 |
| Mean | 54.9055 |
| Median Absolute Deviation (MAD) | 7 |
| Skewness | -0.48832405 |
| Sum | 109811 |
| Variance | 93.336238 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 52 | 153 | 7.6% |
| 64 | 132 | 6.6% |
| 58 | 106 | 5.3% |
| 56 | 84 | 4.2% |
| 59 | 83 | 4.2% |
| 57 | 81 | 4.0% |
| 61 | 80 | 4.0% |
| 45 | 77 | 3.9% |
| 53 | 74 | 3.7% |
| 50 | 66 | 3.3% |
| Other values (49) | 1064 |
| Value | Count | Frequency (%) |
| 19 | 3 | 0.1% |
| 21 | 1 | 0.1% |
| 22 | 3 | 0.1% |
| 23 | 3 | 0.1% |
| 24 | 2 | 0.1% |
| 25 | 9 | |
| 26 | 1 | 0.1% |
| 27 | 5 | |
| 28 | 1 | 0.1% |
| 30 | 2 | 0.1% |
| Value | Count | Frequency (%) |
| 80 | 1 | 0.1% |
| 79 | 2 | 0.1% |
| 78 | 5 | 0.2% |
| 77 | 7 | |
| 76 | 2 | 0.1% |
| 75 | 8 | |
| 74 | 3 | 0.1% |
| 73 | 12 | |
| 72 | 5 | 0.2% |
| 71 | 16 |
Income
Real number (ℝ)
| Distinct | 714 |
|---|---|
| Distinct (%) | 35.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 50069.633 |
| Minimum | 17418 |
|---|---|
| Maximum | 80874 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.8 KiB |
Quantile statistics
| Minimum | 17418 |
|---|---|
| 5-th percentile | 31855 |
| Q1 | 42562.75 |
| median | 49742.5 |
| Q3 | 57415 |
| 95-th percentile | 68819 |
| Maximum | 80874 |
| Range | 63456 |
| Interquartile range (IQR) | 14852.25 |
Descriptive statistics
| Standard deviation | 11510.929 |
|---|---|
| Coefficient of variation (CV) | 0.22989842 |
| Kurtosis | -0.22587385 |
| Mean | 50069.633 |
| Median Absolute Deviation (MAD) | 7574.5 |
| Skewness | 0.095608936 |
| Sum | 1.0013927 × 108 |
| Variance | 1.325015 × 108 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 42752 | 45 | 2.2% |
| 65263 | 41 | 2.1% |
| 37502 | 40 | 2.0% |
| 40287 | 32 | 1.6% |
| 49921 | 20 | 1.0% |
| 43935 | 19 | 0.9% |
| 52174 | 19 | 0.9% |
| 63861 | 18 | 0.9% |
| 46755 | 14 | 0.7% |
| 56482 | 14 | 0.7% |
| Other values (704) | 1738 |
| Value | Count | Frequency (%) |
| 17418 | 2 | 0.1% |
| 20666 | 1 | 0.1% |
| 21103 | 9 | |
| 21420 | 2 | 0.1% |
| 21766 | 2 | 0.1% |
| 21974 | 1 | 0.1% |
| 22415 | 2 | 0.1% |
| 22729 | 1 | 0.1% |
| 23751 | 4 | |
| 24450 | 4 |
| Value | Count | Frequency (%) |
| 80874 | 1 | 0.1% |
| 80647 | 7 | |
| 80392 | 2 | 0.1% |
| 79747 | 5 | |
| 79287 | 5 | |
| 78162 | 5 | |
| 77894 | 1 | 0.1% |
| 76547 | 2 | 0.1% |
| 75618 | 1 | 0.1% |
| 75546 | 1 | 0.1% |
Weeks Since Last Offer
Real number (ℝ)
| Distinct | 52 |
|---|---|
| Distinct (%) | 2.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 25.8415 |
| Minimum | 1 |
|---|---|
| Maximum | 52 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.8 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 13 |
| median | 25 |
| Q3 | 39 |
| 95-th percentile | 50 |
| Maximum | 52 |
| Range | 51 |
| Interquartile range (IQR) | 26 |
Descriptive statistics
| Standard deviation | 15.017395 |
|---|---|
| Coefficient of variation (CV) | 0.58113478 |
| Kurtosis | -1.2001272 |
| Mean | 25.8415 |
| Median Absolute Deviation (MAD) | 13 |
| Skewness | 0.041411306 |
| Sum | 51683 |
| Variance | 225.52214 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 22 | 49 | 2.5% |
| 7 | 48 | 2.4% |
| 13 | 46 | 2.3% |
| 9 | 46 | 2.3% |
| 23 | 46 | 2.3% |
| 20 | 46 | 2.3% |
| 18 | 45 | 2.2% |
| 1 | 45 | 2.2% |
| 2 | 44 | 2.2% |
| 33 | 44 | 2.2% |
| Other values (42) | 1541 |
| Value | Count | Frequency (%) |
| 1 | 45 | |
| 2 | 44 | |
| 3 | 36 | |
| 4 | 41 | |
| 5 | 41 | |
| 6 | 38 | |
| 7 | 48 | |
| 8 | 41 | |
| 9 | 46 | |
| 10 | 39 |
| Value | Count | Frequency (%) |
| 52 | 30 | |
| 51 | 43 | |
| 50 | 28 | |
| 49 | 34 | |
| 48 | 40 | |
| 47 | 43 | |
| 46 | 34 | |
| 45 | 29 | |
| 44 | 44 | |
| 43 | 40 |
| Value | Count | Frequency (%) |
| False | 1443 | |
| True | 557 | 27.9% |
Accepted Personal Loan
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.1 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 1742 | |
| True | 258 | 12.9% |
Accepted Retention
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.1 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 1753 | |
| True | 247 | 12.3% |
Accepted Home Equity Loan
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.1 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 1778 | |
| True | 222 | 11.1% |
Accepted Credit Card
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.1 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 1772 | |
| True | 228 | 11.4% |
Annual value
Real number (ℝ)
High correlation  Zeros 
| Distinct | 107 |
|---|---|
| Distinct (%) | 5.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 181.74 |
| Minimum | 0 |
|---|---|
| Maximum | 1680 |
| Zeros | 525 |
| Zeros (%) | 26.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 100 |
| Q3 | 230 |
| 95-th percentile | 670.5 |
| Maximum | 1680 |
| Range | 1680 |
| Interquartile range (IQR) | 230 |
Descriptive statistics
| Standard deviation | 236.09181 |
|---|---|
| Coefficient of variation (CV) | 1.2990635 |
| Kurtosis | 9.7506733 |
| Mean | 181.74 |
| Median Absolute Deviation (MAD) | 100 |
| Skewness | 2.7220251 |
| Sum | 363480 |
| Variance | 55739.342 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 525 | |
| 100 | 396 | |
| 200 | 135 | 6.8% |
| 60 | 90 | 4.5% |
| 300 | 86 | 4.3% |
| 120 | 61 | 3.0% |
| 90 | 56 | 2.8% |
| 160 | 51 | 2.5% |
| 190 | 47 | 2.4% |
| 400 | 44 | 2.2% |
| Other values (97) | 509 |
| Value | Count | Frequency (%) |
| 0 | 525 | |
| 30 | 42 | 2.1% |
| 60 | 90 | 4.5% |
| 90 | 56 | 2.8% |
| 100 | 396 | |
| 120 | 61 | 3.0% |
| 130 | 33 | 1.7% |
| 150 | 19 | 0.9% |
| 160 | 51 | 2.5% |
| 180 | 5 | 0.2% |
| Value | Count | Frequency (%) |
| 1680 | 2 | |
| 1660 | 1 | |
| 1650 | 1 | |
| 1630 | 1 | |
| 1510 | 1 | |
| 1470 | 1 | |
| 1440 | 1 | |
| 1410 | 2 | |
| 1390 | 1 | |
| 1360 | 1 |
Interested in Personal Loan
Boolean
Imbalance 
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.1 KiB |
| False | |
|---|---|
| True | 75 |
| Value | Count | Frequency (%) |
| False | 1925 | |
| True | 75 | 3.8% |
Interested in Retention
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.1 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 1761 | |
| True | 239 | 11.9% |
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.1 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 1776 | |
| True | 224 | 11.2% |
Interested in Credit Card
Boolean
Imbalance 
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.1 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 1781 | |
| True | 219 | 10.9% |
Interactions
Correlations
| Accepted Credit Card | Accepted Home Equity Loan | Accepted Personal Loan | Accepted Retention | Age | Age Youngest Child | Annual value | Average Balance Feed Index | Customer ID | Gender | Has Bad Payment Record | Homeowner | Household Debt to Equity Ratio | Income | Interested in Credit Card | Interested in Home Equity Loan | Interested in Personal Loan | Interested in Retention | Marital Status | Members Within Household | Months Current Account | Months as a Customer | Number of Call Center Contacts | Number of Loan Accounts | Number of Products | Number of Transactions | Number of Workers in Household | Percentage White Collar Workers | Personal Debt to Equity Ratio | RFM Score | Weeks Since Last Offer | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Accepted Credit Card | 1.000 | 0.000 | 0.000 | 0.000 | 0.027 | 0.029 | 0.055 | 0.065 | 0.000 | 0.000 | 0.000 | 0.010 | 0.033 | 0.000 | 0.002 | 0.011 | 0.000 | 0.000 | 0.016 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.065 | 0.000 | 0.000 | 0.034 | 0.027 | 0.000 | 0.064 |
| Accepted Home Equity Loan | 0.000 | 1.000 | 0.000 | 0.000 | 0.063 | 0.000 | 0.025 | 0.039 | 0.055 | 0.000 | 0.000 | 0.029 | 0.000 | 0.000 | 0.000 | 0.000 | 0.023 | 0.000 | 0.000 | 0.000 | 0.034 | 0.000 | 0.000 | 0.000 | 0.000 | 0.075 | 0.000 | 0.000 | 0.063 | 0.000 | 0.000 |
| Accepted Personal Loan | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.020 | 0.000 | 0.000 | 0.066 | 0.000 | 0.000 | 0.000 | 0.044 | 0.033 | 0.026 | 0.040 | 0.049 | 0.037 | 0.031 | 0.059 | 0.000 | 0.053 | 0.000 | 0.000 | 0.000 | 0.000 |
| Accepted Retention | 0.000 | 0.000 | 0.000 | 1.000 | 0.020 | 0.028 | 0.026 | 0.000 | 0.000 | 0.025 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.017 | 0.035 | 0.033 | 0.042 | 0.038 | 0.000 | 0.049 | 0.000 | 0.000 | 0.076 | 0.000 | 0.020 | 0.051 | 0.036 |
| Age | 0.027 | 0.063 | 0.000 | 0.020 | 1.000 | 0.973 | -0.007 | -0.011 | -0.017 | 0.030 | 0.000 | 0.000 | 0.003 | -0.014 | 0.053 | 0.022 | 0.000 | 0.000 | 0.349 | 0.177 | -0.008 | 0.000 | -0.031 | 0.009 | 0.008 | -0.006 | -0.008 | 0.012 | 1.000 | -0.001 | 0.027 |
| Age Youngest Child | 0.029 | 0.000 | 0.000 | 0.028 | 0.973 | 1.000 | -0.003 | -0.008 | -0.022 | 0.032 | 0.000 | 0.037 | 0.011 | -0.012 | 0.046 | 0.027 | 0.000 | 0.045 | 0.269 | 0.180 | -0.003 | 0.000 | -0.030 | 0.009 | 0.010 | -0.002 | -0.012 | 0.004 | 0.973 | 0.003 | 0.031 |
| Annual value | 0.055 | 0.025 | 0.000 | 0.026 | -0.007 | -0.003 | 1.000 | 0.467 | 0.039 | 0.000 | 0.000 | 0.000 | -0.065 | 0.001 | 0.029 | 0.075 | 0.000 | 0.081 | 0.107 | 0.046 | 0.058 | 0.041 | 0.018 | 0.812 | 0.514 | 0.480 | 0.007 | 0.065 | -0.007 | 0.472 | -0.021 |
| Average Balance Feed Index | 0.065 | 0.039 | 0.000 | 0.000 | -0.011 | -0.008 | 0.467 | 1.000 | 0.020 | 0.046 | 0.039 | 0.000 | -0.003 | -0.047 | 0.026 | 0.000 | 0.067 | 0.015 | 0.019 | 0.045 | 0.186 | 0.120 | 0.012 | 0.037 | 0.910 | 0.969 | -0.008 | 0.007 | -0.011 | 0.962 | -0.039 |
| Customer ID | 0.000 | 0.055 | 0.000 | 0.000 | -0.017 | -0.022 | 0.039 | 0.020 | 1.000 | 0.014 | 0.034 | 0.033 | -0.003 | 0.018 | 0.000 | 0.000 | 0.038 | 0.000 | 0.015 | -0.006 | 0.015 | 0.000 | 0.007 | 0.001 | 0.046 | 0.034 | 0.036 | -0.005 | -0.017 | 0.026 | -0.005 |
| Gender | 0.000 | 0.000 | 0.000 | 0.025 | 0.030 | 0.032 | 0.000 | 0.046 | 0.014 | 1.000 | 0.040 | 0.000 | 0.136 | 0.137 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.041 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.243 | 0.135 | 0.030 | 0.000 | 0.049 |
| Has Bad Payment Record | 0.000 | 0.000 | 0.020 | 0.000 | 0.000 | 0.000 | 0.000 | 0.039 | 0.034 | 0.040 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.034 | 0.042 | 0.121 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| Homeowner | 0.010 | 0.029 | 0.000 | 0.000 | 0.000 | 0.037 | 0.000 | 0.000 | 0.033 | 0.000 | 0.000 | 1.000 | 0.054 | 0.000 | 0.006 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.040 | 0.000 | 0.008 | 0.000 | 0.000 | 0.000 | 0.051 | 0.054 | 0.000 | 0.000 | 0.000 |
| Household Debt to Equity Ratio | 0.033 | 0.000 | 0.000 | 0.000 | 0.003 | 0.011 | -0.065 | -0.003 | -0.003 | 0.136 | 0.000 | 0.054 | 1.000 | 0.023 | 0.042 | 0.000 | 0.000 | 0.000 | 0.122 | 0.017 | -0.023 | 0.028 | 0.029 | -0.098 | 0.008 | 0.006 | -0.364 | -0.919 | 0.003 | 0.002 | -0.016 |
| Income | 0.000 | 0.000 | 0.066 | 0.000 | -0.014 | -0.012 | 0.001 | -0.047 | 0.018 | 0.137 | 0.000 | 0.000 | 0.023 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.139 | 0.008 | -0.065 | 0.049 | -0.016 | 0.035 | -0.031 | -0.046 | 0.029 | -0.027 | -0.014 | -0.045 | -0.018 |
| Interested in Credit Card | 0.002 | 0.000 | 0.000 | 0.000 | 0.053 | 0.046 | 0.029 | 0.026 | 0.000 | 0.000 | 0.000 | 0.006 | 0.042 | 0.000 | 1.000 | 0.034 | 0.000 | 0.014 | 0.047 | 0.000 | 0.052 | 0.034 | 0.000 | 0.000 | 0.033 | 0.085 | 0.000 | 0.056 | 0.053 | 0.064 | 0.000 |
| Interested in Home Equity Loan | 0.011 | 0.000 | 0.000 | 0.000 | 0.022 | 0.027 | 0.075 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.034 | 1.000 | 0.000 | 0.021 | 0.062 | 0.014 | 0.055 | 0.000 | 0.063 | 0.040 | 0.063 | 0.044 | 0.023 | 0.000 | 0.022 | 0.073 | 0.000 |
| Interested in Personal Loan | 0.000 | 0.023 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.067 | 0.038 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.030 | 0.000 | 0.000 | 0.000 | 0.000 | 0.074 | 0.045 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| Interested in Retention | 0.000 | 0.000 | 0.044 | 0.017 | 0.000 | 0.045 | 0.081 | 0.015 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.014 | 0.021 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.050 | 0.017 | 0.000 | 0.034 | 0.037 | 0.000 | 0.040 | 0.020 |
| Marital Status | 0.016 | 0.000 | 0.033 | 0.035 | 0.349 | 0.269 | 0.107 | 0.019 | 0.015 | 0.000 | 0.000 | 0.000 | 0.122 | 0.139 | 0.047 | 0.062 | 0.000 | 0.000 | 1.000 | 0.064 | 0.000 | 0.000 | 0.000 | 0.205 | 0.000 | 0.011 | 0.125 | 0.159 | 0.349 | 0.019 | 0.022 |
| Members Within Household | 0.000 | 0.000 | 0.026 | 0.033 | 0.177 | 0.180 | 0.046 | 0.045 | -0.006 | 0.041 | 0.000 | 0.000 | 0.017 | 0.008 | 0.000 | 0.014 | 0.030 | 0.000 | 0.064 | 1.000 | 0.013 | 0.000 | 0.009 | 0.032 | 0.056 | 0.056 | 0.010 | -0.013 | 0.177 | 0.056 | 0.043 |
| Months Current Account | 0.000 | 0.034 | 0.040 | 0.042 | -0.008 | -0.003 | 0.058 | 0.186 | 0.015 | 0.000 | 0.034 | 0.040 | -0.023 | -0.065 | 0.052 | 0.055 | 0.000 | 0.000 | 0.000 | 0.013 | 1.000 | 0.892 | 0.015 | 0.001 | 0.087 | 0.185 | -0.010 | 0.028 | -0.008 | 0.182 | -0.004 |
| Months as a Customer | 0.000 | 0.000 | 0.049 | 0.038 | 0.000 | 0.000 | 0.041 | 0.120 | 0.000 | 0.000 | 0.042 | 0.000 | 0.028 | 0.049 | 0.034 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.892 | 1.000 | 0.014 | 0.000 | 0.044 | 0.066 | 0.000 | 0.019 | 0.000 | 0.155 | 0.000 |
| Number of Call Center Contacts | 0.000 | 0.000 | 0.037 | 0.000 | -0.031 | -0.030 | 0.018 | 0.012 | 0.007 | 0.000 | 0.121 | 0.008 | 0.029 | -0.016 | 0.000 | 0.063 | 0.000 | 0.000 | 0.000 | 0.009 | 0.015 | 0.014 | 1.000 | 0.002 | 0.003 | 0.017 | -0.032 | -0.021 | -0.031 | 0.020 | -0.002 |
| Number of Loan Accounts | 0.000 | 0.000 | 0.031 | 0.049 | 0.009 | 0.009 | 0.812 | 0.037 | 0.001 | 0.000 | 0.000 | 0.000 | -0.098 | 0.035 | 0.000 | 0.040 | 0.000 | 0.050 | 0.205 | 0.032 | 0.001 | 0.000 | 0.002 | 1.000 | 0.040 | 0.034 | 0.035 | 0.088 | 0.009 | 0.037 | 0.003 |
| Number of Products | 0.065 | 0.000 | 0.059 | 0.000 | 0.008 | 0.010 | 0.514 | 0.910 | 0.046 | 0.000 | 0.000 | 0.000 | 0.008 | -0.031 | 0.033 | 0.063 | 0.074 | 0.017 | 0.000 | 0.056 | 0.087 | 0.044 | 0.003 | 0.040 | 1.000 | 0.930 | -0.016 | -0.003 | 0.008 | 0.914 | -0.047 |
| Number of Transactions | 0.000 | 0.075 | 0.000 | 0.000 | -0.006 | -0.002 | 0.480 | 0.969 | 0.034 | 0.000 | 0.000 | 0.000 | 0.006 | -0.046 | 0.085 | 0.044 | 0.045 | 0.000 | 0.011 | 0.056 | 0.185 | 0.066 | 0.017 | 0.034 | 0.930 | 1.000 | -0.017 | -0.000 | -0.006 | 0.978 | -0.037 |
| Number of Workers in Household | 0.000 | 0.000 | 0.053 | 0.076 | -0.008 | -0.012 | 0.007 | -0.008 | 0.036 | 0.243 | 0.000 | 0.051 | -0.364 | 0.029 | 0.000 | 0.023 | 0.000 | 0.034 | 0.125 | 0.010 | -0.010 | 0.000 | -0.032 | 0.035 | -0.016 | -0.017 | 1.000 | 0.000 | -0.008 | -0.008 | 0.048 |
| Percentage White Collar Workers | 0.034 | 0.000 | 0.000 | 0.000 | 0.012 | 0.004 | 0.065 | 0.007 | -0.005 | 0.135 | 0.000 | 0.054 | -0.919 | -0.027 | 0.056 | 0.000 | 0.000 | 0.037 | 0.159 | -0.013 | 0.028 | 0.019 | -0.021 | 0.088 | -0.003 | -0.000 | 0.000 | 1.000 | 0.012 | 0.001 | 0.001 |
| Personal Debt to Equity Ratio | 0.027 | 0.063 | 0.000 | 0.020 | 1.000 | 0.973 | -0.007 | -0.011 | -0.017 | 0.030 | 0.000 | 0.000 | 0.003 | -0.014 | 0.053 | 0.022 | 0.000 | 0.000 | 0.349 | 0.177 | -0.008 | 0.000 | -0.031 | 0.009 | 0.008 | -0.006 | -0.008 | 0.012 | 1.000 | -0.001 | 0.027 |
| RFM Score | 0.000 | 0.000 | 0.000 | 0.051 | -0.001 | 0.003 | 0.472 | 0.962 | 0.026 | 0.000 | 0.000 | 0.000 | 0.002 | -0.045 | 0.064 | 0.073 | 0.000 | 0.040 | 0.019 | 0.056 | 0.182 | 0.155 | 0.020 | 0.037 | 0.914 | 0.978 | -0.008 | 0.001 | -0.001 | 1.000 | -0.033 |
| Weeks Since Last Offer | 0.064 | 0.000 | 0.000 | 0.036 | 0.027 | 0.031 | -0.021 | -0.039 | -0.005 | 0.049 | 0.000 | 0.000 | -0.016 | -0.018 | 0.000 | 0.000 | 0.000 | 0.020 | 0.022 | 0.043 | -0.004 | 0.000 | -0.002 | 0.003 | -0.047 | -0.037 | 0.048 | 0.001 | 0.027 | -0.033 | 1.000 |
Missing values
Sample
| Age | Months as a Customer | Number of Products | RFM Score | Average Balance Feed Index | Number of Transactions | Personal Debt to Equity Ratio | Months Current Account | Number of Loan Accounts | Customer ID | Has Bad Payment Record | Members Within Household | Number of Call Center Contacts | Gender | Marital Status | Age Youngest Child | Number of Workers in Household | Percentage White Collar Workers | Household Debt to Equity Ratio | Income | Weeks Since Last Offer | Homeowner | Accepted Personal Loan | Accepted Retention | Accepted Home Equity Loan | Accepted Credit Card | Annual value | Interested in Personal Loan | Interested in Retention | Interested in Home Equity Loan | Interested in Credit Card | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 40 | 24.0 | 3 | 9.829 | 229 | 2 | 40 | 13 | 0 | 5409 | 0 | 5 | 9 | F | S | 11 | 6 | 37 | 56 | 37073.0 | 17 | F | F | F | F | F | 90 | F | F | F | F |
| 1 | 47 | 12.0 | 2 | 11.808 | 8 | 1 | 47 | 5 | 2 | 5477 | 0 | 4 | 9 | M | M | 13 | 13 | 30 | 56 | 50721.0 | 22 | F | F | F | F | F | 260 | F | F | F | F |
| 2 | 35 | 36.0 | 0 | 0.000 | 0 | 0 | 35 | 31 | 0 | 5507 | 0 | 4 | 0 | F | U | 1 | 9 | 33 | 57 | 43578.0 | 27 | T | F | F | T | T | 0 | F | F | T | F |
| 3 | 45 | 0.0 | 0 | 0.000 | 0 | 0 | 45 | -3 | 0 | 8 | 0 | 1 | 11 | M | U | 15 | 7 | 30 | 62 | 69553.0 | 51 | F | F | F | F | F | 0 | F | T | F | F |
| 4 | 13 | 48.0 | 0 | 0.000 | 0 | 0 | 13 | 39 | 0 | 158 | 0 | 6 | 11 | F | S | 0 | 7 | 27 | 64 | 37502.0 | 8 | T | F | F | F | F | 0 | F | F | T | F |
| 5 | 45 | 12.0 | 2 | 11.819 | 119 | 1 | 45 | 6 | 3 | 173 | 0 | 5 | 9 | F | S | 14 | 10 | 28 | 60 | 34722.0 | 32 | F | T | F | F | F | 360 | F | T | F | F |
| 6 | 40 | 12.0 | 0 | 0.000 | 0 | 0 | 40 | 5 | 0 | 5408 | 0 | 4 | 7 | M | U | 7 | 10 | 40 | 48 | 56607.0 | 16 | F | F | F | F | F | 0 | F | F | T | F |
| 7 | 36 | 36.0 | 0 | 0.000 | 0 | 0 | 36 | 28 | 0 | 5579 | 0 | 1 | 8 | F | S | 7 | 4 | 36 | 58 | 55328.0 | 21 | F | F | F | T | F | 0 | F | F | F | F |
| 8 | 26 | 12.0 | 1 | 7.879 | 179 | 1 | 26 | 8 | 0 | 5695 | 0 | 5 | 10 | M | S | 0 | 15 | 31 | 52 | 42752.0 | 34 | F | F | F | F | F | 30 | F | F | F | T |
| 9 | 33 | 36.0 | 2 | 9.920 | 120 | 1 | 33 | 25 | 1 | 5732 | 0 | 5 | 9 | M | S | 2 | 12 | 29 | 57 | 71450.0 | 46 | T | F | F | F | F | 160 | F | F | T | F |
| Age | Months as a Customer | Number of Products | RFM Score | Average Balance Feed Index | Number of Transactions | Personal Debt to Equity Ratio | Months Current Account | Number of Loan Accounts | Customer ID | Has Bad Payment Record | Members Within Household | Number of Call Center Contacts | Gender | Marital Status | Age Youngest Child | Number of Workers in Household | Percentage White Collar Workers | Household Debt to Equity Ratio | Income | Weeks Since Last Offer | Homeowner | Accepted Personal Loan | Accepted Retention | Accepted Home Equity Loan | Accepted Credit Card | Annual value | Interested in Personal Loan | Interested in Retention | Interested in Home Equity Loan | Interested in Credit Card | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1990 | 42 | 24.0 | 0 | 0.000 | 0 | 0 | 42 | 14 | 5 | 88708 | 0 | 1 | 11 | F | M | 13 | 4 | 25 | 69 | 65755.0 | 51 | F | F | T | F | F | 500 | F | F | F | F |
| 1991 | 39 | 0.0 | 0 | 0.000 | 0 | 0 | 39 | -2 | 1 | 88742 | 0 | 6 | 11 | M | U | 8 | 13 | 35 | 50 | 62888.0 | 37 | F | F | F | T | F | 100 | F | F | F | F |
| 1992 | 33 | 12.0 | 3 | 8.402 | 69 | 1 | 33 | 6 | 1 | 88859 | 0 | 6 | 8 | F | U | 6 | 11 | 32 | 55 | 54406.0 | 18 | T | T | F | F | F | 190 | F | F | F | F |
| 1993 | 51 | 0.0 | 9 | 0.000 | 0 | 0 | 51 | -3 | 0 | 88973 | 0 | 4 | 0 | F | S | 19 | 16 | 16 | 67 | 52368.0 | 3 | F | F | F | F | F | 270 | F | T | F | F |
| 1994 | 38 | 0.0 | 0 | 0.000 | 0 | 0 | 38 | -1 | 0 | 76210 | 0 | 4 | 9 | F | U | 6 | 14 | 44 | 40 | 56458.0 | 28 | F | F | F | F | T | 0 | F | F | F | F |
| 1995 | 38 | 48.0 | 0 | 0.000 | 0 | 0 | 38 | 35 | 1 | 76387 | 0 | 5 | 8 | M | S | 8 | 6 | 56 | 37 | 36646.0 | 8 | F | F | F | F | F | 100 | F | F | F | F |
| 1996 | 11 | 24.0 | 2 | 7.737 | 70 | 1 | 11 | 20 | 0 | 76430 | 0 | 1 | 9 | F | S | 0 | 7 | 33 | 58 | 65263.0 | 22 | F | T | T | F | T | 60 | F | F | F | F |
| 1997 | 23 | 36.0 | 5 | 8.342 | 109 | 2 | 23 | 27 | 1 | 76485 | 0 | 5 | 11 | M | S | 0 | 14 | 32 | 53 | 63861.0 | 6 | T | F | T | F | F | 250 | F | F | F | F |
| 1998 | 28 | 12.0 | 41 | 20.807 | 474 | 13 | 28 | 5 | 0 | 76678 | 0 | 4 | 10 | F | S | 0 | 7 | 33 | 58 | 65263.0 | 12 | T | F | F | F | F | 1230 | F | T | F | F |
| 1999 | 30 | 24.0 | 1 | 12.376 | 109 | 1 | 30 | 16 | 0 | 76719 | 0 | 4 | 11 | F | U | 1 | 9 | 33 | 57 | 43578.0 | 13 | F | F | F | F | F | 30 | F | T | F | F |